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Unidata · Apr 2, 2024 · 8e8af34 · 8e8af34
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diff --git a/v1.6/_downloads/250304950504afb671a5fd8c761b2041/Smoothing.py b/v1.6/_downloads/250304950504afb671a5fd8c761b2041/Smoothing.py
@@ -22,11 +22,11 @@
 
 ###########################################
 # Start with a base pattern with random noise
-np.random.seed(61461542)
+rng = np.random.default_rng(61461542)
 size = 128
 x, y = np.mgrid[:size, :size]
 distance = np.sqrt((x - size / 2) ** 2 + (y - size / 2) ** 2)
-raw_data = np.random.random((size, size)) * 0.3 + distance / distance.max() * 0.7
+raw_data = rng.random((size, size)) * 0.3 + distance / distance.max() * 0.7
 
 fig, ax = plt.subplots(1, 1, figsize=(4, 4))
 ax.set_title('Raw Data')

diff --git a/v1.6/_downloads/315c4c52fb68082a731b192d944e2ede/tutorials_python.zip b/v1.6/_downloads/315c4c52fb68082a731b192d944e2ede/tutorials_python.zip
diff --git a/v1.6/_downloads/324acb7faa1ec1d6ac5849ea2223364d/Smoothing.ipynb b/v1.6/_downloads/324acb7faa1ec1d6ac5849ea2223364d/Smoothing.ipynb
@@ -33,7 +33,7 @@
       },
       "outputs": [],
       "source": [
-        "np.random.seed(61461542)\nsize = 128\nx, y = np.mgrid[:size, :size]\ndistance = np.sqrt((x - size / 2) ** 2 + (y - size / 2) ** 2)\nraw_data = np.random.random((size, size)) * 0.3 + distance / distance.max() * 0.7\n\nfig, ax = plt.subplots(1, 1, figsize=(4, 4))\nax.set_title('Raw Data')\nax.imshow(raw_data, vmin=0, vmax=1)\nax.axis('off')\nplt.show()"
+        "rng = np.random.default_rng(61461542)\nsize = 128\nx, y = np.mgrid[:size, :size]\ndistance = np.sqrt((x - size / 2) ** 2 + (y - size / 2) ** 2)\nraw_data = rng.random((size, size)) * 0.3 + distance / distance.max() * 0.7\n\nfig, ax = plt.subplots(1, 1, figsize=(4, 4))\nax.set_title('Raw Data')\nax.imshow(raw_data, vmin=0, vmax=1)\nax.axis('off')\nplt.show()"
       ]
     },
     {

diff --git a/v1.6/_downloads/579b4b69b0858bf8ead929de64ab8135/Inverse_Distance_Verification.py b/v1.6/_downloads/579b4b69b0858bf8ead929de64ab8135/Inverse_Distance_Verification.py
@@ -46,9 +46,9 @@ def draw_circle(ax, x, y, r, m, label):
 # Generate random x and y coordinates, and observation values proportional to x * y.
 #
 # Set up two test grid locations at (30, 30) and (60, 60).
-np.random.seed(100)
 
-pts = np.random.randint(0, 100, (10, 2))
+pts = np.array([[8, 24], [67, 87], [79, 48], [10, 94], [52, 98],
+                [53, 66], [98, 14], [34, 24], [15, 60], [58, 16]])
 xp = pts[:, 0]
 yp = pts[:, 1]
 zp = xp**2 / 1000

diff --git a/v1.6/_downloads/a5659940aa3f8f568547d47752a43172/tutorials_jupyter.zip b/v1.6/_downloads/a5659940aa3f8f568547d47752a43172/tutorials_jupyter.zip
diff --git a/v1.6/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip b/v1.6/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip
diff --git a/v1.6/_downloads/d04a9494716f000a1433c75d1fe171ba/Natural_Neighbor_Verification.py b/v1.6/_downloads/d04a9494716f000a1433c75d1fe171ba/Natural_Neighbor_Verification.py
@@ -67,9 +67,11 @@
 # estimate a value using natural neighbor interpolation.
 #
 # The locations of these observations are then used to generate a Delaunay triangulation.
-np.random.seed(100)
 
-pts = np.random.randint(0, 100, (10, 2))
+# Some randomly selected points
+pts = np.array([[8, 24], [67, 87], [79, 48], [10, 94], [52, 98],
+                [53, 66], [98, 14], [34, 24], [15, 60], [58, 16]])
+
 xp = pts[:, 0]
 yp = pts[:, 1]
 zp = (pts[:, 0] * pts[:, 0]) / 1000

diff --git a/v1.6/_downloads/e5685967297554788de3cf5858571b23/Natural_Neighbor_Verification.ipynb b/v1.6/_downloads/e5685967297554788de3cf5858571b23/Natural_Neighbor_Verification.ipynb
@@ -40,7 +40,7 @@
       },
       "outputs": [],
       "source": [
-        "np.random.seed(100)\n\npts = np.random.randint(0, 100, (10, 2))\nxp = pts[:, 0]\nyp = pts[:, 1]\nzp = (pts[:, 0] * pts[:, 0]) / 1000\n\ntri = Delaunay(pts)\n\nfig, ax = plt.subplots(1, 1, figsize=(15, 10))\nax.ishold = lambda: True  # Work-around for Matplotlib 3.0.0 incompatibility\ndelaunay_plot_2d(tri, ax=ax)\n\nfor i, zval in enumerate(zp):\n    ax.annotate(f'{zval} F', xy=(pts[i, 0] + 2, pts[i, 1]))\n\nsim_gridx = [30., 60.]\nsim_gridy = [30., 60.]\n\nax.plot(sim_gridx, sim_gridy, '+', markersize=10)\nax.set_aspect('equal', 'datalim')\nax.set_title('Triangulation of observations and test grid cell '\n             'natural neighbor interpolation values')\n\nmembers, circumcenters = geometry.find_natural_neighbors(tri, list(zip(sim_gridx, sim_gridy)))\n\nval = natural_neighbor_point(xp, yp, zp, (sim_gridx[0], sim_gridy[0]), tri, members[0],\n                             circumcenters)\nax.annotate(f'grid 0: {val:.3f}', xy=(sim_gridx[0] + 2, sim_gridy[0]))\n\nval = natural_neighbor_point(xp, yp, zp, (sim_gridx[1], sim_gridy[1]), tri, members[1],\n                             circumcenters)\nax.annotate(f'grid 1: {val:.3f}', xy=(sim_gridx[1] + 2, sim_gridy[1]))"
+        "# Some randomly selected points\npts = np.array([[8, 24], [67, 87], [79, 48], [10, 94], [52, 98],\n                [53, 66], [98, 14], [34, 24], [15, 60], [58, 16]])\n\nxp = pts[:, 0]\nyp = pts[:, 1]\nzp = (pts[:, 0] * pts[:, 0]) / 1000\n\ntri = Delaunay(pts)\n\nfig, ax = plt.subplots(1, 1, figsize=(15, 10))\nax.ishold = lambda: True  # Work-around for Matplotlib 3.0.0 incompatibility\ndelaunay_plot_2d(tri, ax=ax)\n\nfor i, zval in enumerate(zp):\n    ax.annotate(f'{zval} F', xy=(pts[i, 0] + 2, pts[i, 1]))\n\nsim_gridx = [30., 60.]\nsim_gridy = [30., 60.]\n\nax.plot(sim_gridx, sim_gridy, '+', markersize=10)\nax.set_aspect('equal', 'datalim')\nax.set_title('Triangulation of observations and test grid cell '\n             'natural neighbor interpolation values')\n\nmembers, circumcenters = geometry.find_natural_neighbors(tri, list(zip(sim_gridx, sim_gridy)))\n\nval = natural_neighbor_point(xp, yp, zp, (sim_gridx[0], sim_gridy[0]), tri, members[0],\n                             circumcenters)\nax.annotate(f'grid 0: {val:.3f}', xy=(sim_gridx[0] + 2, sim_gridy[0]))\n\nval = natural_neighbor_point(xp, yp, zp, (sim_gridx[1], sim_gridy[1]), tri, members[1],\n                             circumcenters)\nax.annotate(f'grid 1: {val:.3f}', xy=(sim_gridx[1] + 2, sim_gridy[1]))"
       ]
     },
     {

diff --git a/v1.6/_downloads/f8c7f51c50c58b17901913e49a5b977e/Inverse_Distance_Verification.ipynb b/v1.6/_downloads/f8c7f51c50c58b17901913e49a5b977e/Inverse_Distance_Verification.ipynb
@@ -33,7 +33,7 @@
       },
       "outputs": [],
       "source": [
-        "np.random.seed(100)\n\npts = np.random.randint(0, 100, (10, 2))\nxp = pts[:, 0]\nyp = pts[:, 1]\nzp = xp**2 / 1000\n\nsim_gridx = [30, 60]\nsim_gridy = [30, 60]"
+        "pts = np.array([[8, 24], [67, 87], [79, 48], [10, 94], [52, 98],\n                [53, 66], [98, 14], [34, 24], [15, 60], [58, 16]])\nxp = pts[:, 0]\nyp = pts[:, 1]\nzp = xp**2 / 1000\n\nsim_gridx = [30, 60]\nsim_gridy = [30, 60]"
       ]
     },
     {

diff --git a/v1.6/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip b/v1.6/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip
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